Neural network NGZ

Neural network NGZ is a progressive, adaptive modern forex bot. This is a very complex development, which in its structure uses both neural network learning and genetic algorithms, as well as advanced indicators that are used as a variation of the projections of the price function, and with the help of actively normalized data work in conjunction with the entire structure of the bot code. Despite everything, the bot needs to be optimized for 30/30 days, for example.

How to work with a bot?
The chosen currency pair used (not all give positive results, you need to select). Also, the bot works great in a multicurrency mode, for which it is enough just to put it on several charts (before optimizing all the options). We work on the M1 timeframe. The default risk deposit is $ 1000. If you are a particularly economical user and want to take risks, then you can start with $ 100, but this is at your own risk.
Just do not drive it out throughout history - it makes no sense. Optimize a month and a month to work. Optimization is quite simple, an example of optimization will be in the discussion section for the product, as well as in the screenshots for the product.

How does a bot work?
The bot works in cycles. Which are set in the settings for the first parameter Re-Optimization Hour, which forces the bot to prepare the neural network every specified number of hours. Re-Optimization Bars is the number of bars on which the neural network will train. Note the number of hogs is not large, but the network is often retrained. Each cycle, the bot stops working for some time to conduct this training. Sample inputs are required for the neural network. The samples are formed by the iZigZag indicator, limited by the Depth ZZ parameter, this parameter sets the minimum grid for the peaks, that is, so that the peaks are not too frequent. After the vertices are found, it is necessary to teach the neural network to work on training data based on the price. The input data is formed as follows. The algorithm has in its structure several different types of indicators that optimize using an internal genetic algorithm, after which a vector of input data is formed to be fed to the input of the neural network synchronously with the previously found vertices. Also at this stage, the indicator values ​​are analyzed and the data normalization limits are formed. Thus, at the end of the cycle, a trained neural network is ready, indicators are configured and limits for normalization are fixed. All data is stored in files. That is, if you turn off the terminal and then turn on all the information will be pulled from the files. During operation, the bot scans the configured indicators to form an input vector for the neural network, normalizing it according to the normalization limits. It remains only to wait for a response from the neural network. The neural network can only generate a buy or sell signal, and the next bot algorithm already accompanies a series of orders. A series of orders is limited in the settings. Also in the settings you can set take profit and stop loss, as well as trailing start and trailing stop. There are additional important settings as well. Everything is simple and intuitive. What is not clear, ask.
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[ IMPORTANT ] REAL CLIENT FEEDBACK :  https://www.mql5.com/en/market/product/127498/comments#comment_58814415 [ IMPORTANT ]  UPDATED (1 YEAR PERFORMANCE):  https://www.mql5.com/en/market/product/127498/comments#comment_59233853 Bitcoin Scalping MT4/MT5 Tanıtımı – Kripto Ticaretine Yönelik Akıllı EA LANSMAN PROMOSYONU: Şu anki fiyatla sadece 3 kopya kaldı! Son fiyat: 3999.99 $ BONUS - ÖMÜR BOYU BITCOIN SCALPING SATIN ALIN, ÜCRETSİZ EA AI VEGA BOT (2 hesap) ALIN => Daha fazla detay için özel ola
AI Prop Firms MT5
MQL TOOLS SL
3.93 (15)
AI Prop Firms - Intelligent Automation Built for Prop Trading Firms . AI Prop Firms is an advanced fully automated Forex trading system powered by Artificial Intelligence , developed specifically to operate within the strict rules and evaluation models of prop trading firms. The system is designed to trade under controlled risk conditions while maintaining consistency , stability, and compliance with prop firm requirements. AI Prop Firms uses intelligent market analysis logic that continuously
Waka Waka EA MT5
Valeriia Mishchenko
4.13 (40)
8+ years of live track record with +12,000% account growth: Live performance MT 4 version can be found here Waka Waka is the advanced grid system which already works on real accounts for years. Instead of fitting the system to reflect historical data (like most people do) it was designed to exploit existing market inefficiencies. Therefore it is not a simple "hit and miss" system which only survives by using grid. Instead it uses real market mechanics to its advantage to make profit Supported cu
Vega Bot
Lo Thi Mai Loan
5 (7)
LIVE RESULT:  LIVE SIGNAL (XAU)   |   NAS100, NASDAQ, USTECH   ÖNEMLİ BİLDİRİM: Mevcut fiyattan yalnızca sınırlı sayıda kopya mevcuttur. Fiyat yakında 4999.99 $ seviyesine yükselecektir. Setfile’ları İndir Ayrıntılı Kılavuz VEGA BOT – En Üst Düzey Çoklu Strateji Trend Takip EA’si Vega BOT’a hoş geldiniz. Bu güçlü Expert Advisor, birden fazla profesyonel trend takip metodolojisini tek bir esnek ve yüksek derecede özelleştirilebilir sistemde birleştirir. İster yeni bir yatırımcı olun ister deneyi
Stealth 150 DE40
Szymon Jan Szarowski
4 (1)
340% yıllık performans için özür dileriz! Evet, doğru okudunuz: Bu %340 yıllık backtest sonuçları neredeyse “ayıp” olacak kadar iyi. Ama lütfen yanlış anlamayın – bu bir pazarlama numarası değil, temiz programlama ve dürüst backtestlerin sonucudur. Elbette böyle rüya gibi getiriler uzun vadede gerçekçi değildir, çünkü birkaç yıl sonra her EA backtestte bir noktada lot sınırına takılır. Yine de: Stealth 150 DE40 , algoritmanın “serbestçe” çalışmasına izin verildiğinde nelerin mümkün olabil
Famous EA
Ugochukwu Mobi
Famous EA – Canlı Doğrulanmış Performans Famous EA, tutarlı sonuçlar ve akıllı işlem yürütme bekleyen ciddi yatırımcılar için geliştirilmiş yüksek performanslı bir Uzman Danışmandır. Fiyat hareketi, trend çizgisi dinamikleri ve özel filtreleme algoritmasını birleştirir. Strateji Özeti Famous EA şunları kullanır: Yeniden çizilmeyen özel gösterge mantığı Dinamik trend çizgisi / destek-direnç tespiti Çoklu zaman dilimi fiyat hareketi analizi Özel piyasa gürültü filtreleme algoritması Temel Özellik
AI Nodiurnal EA MT5
Ugochukwu Mobi
5 (2)
AI Nodiurnal EA, ticaret stratejilerini optimize etmek ve dinamik döviz piyasasındaki performansı artırmak için son teknoloji makine öğrenimi teknolojisini kullanarak geliştirilmiş bir Forex robotudur. "Nodiurnal" terimi, tipik günlük (gündüz) ticaret saatleri boyunca değil, aynı zamanda standart olmayan dönemlerde de adaptasyon ve işlem yapma yeteneğini yansıtarak, döviz ticareti için sürekli ve adaptif bir yaklaşım sağlar. Ayarlar: Para Birimi Çifti üzerindeki varsayılan ayarlar: EURUSD H1. Öz
Gold Catalyst EA MT5
Malek Ammar Mohammad Alahmer
Gelişmiş Otomatik Altın İşlem Sistemi Gold Catalyst EA MT5 , XAU/USD (Altın) için özel olarak optimize edilmiş tam otomatik bir işlem çözümüdür. Trend takibi stratejileri , fiyat hareketi (price action) onayları ve dinamik risk yönetimi birleştirilerek oluşturulan bu EA, gerçek piyasa koşullarında bir yıldan uzun süredir yapılan testlerde istikrarlı ve güvenilir bir performans sergilemiştir. 1. Strateji Genel Bakış Gold Catalyst EA MT5 , aşağıdaki bileşenleri içeren sistematik bir yaklaşıma sahi
Gold HFT Scalper Pro
Sivakumar Paul Suyambu
Gold HFT Scalper Pro A high-frequency tick scalper engineered exclusively for GOLD (XAUUSD). Places BUY_STOP and SELL_STOP pending orders just above and below the live market, automatically re-centres them on every tick, and exits with a dynamic trailing stop — all with built-in daily loss protection and real-margin validation before every order. XAUUSD Only -  No Martingale -  No Grid -  Low Drawdown -  Fully Automated -  M1 Timeframe It is a High Frequency EA, hence Back Test will not show the
BRAHMASTRA — Antik Hint Matematiği Uzman Danışmanı BRAHMASTRA, tek bir birleşim motorunda birleştirilmiş beş antik Hint matematik sistemi üzerine inşa edilmiş profesyonel bir Uzman Danışmandır. Bir işlem yalnızca beş sistemden en az üçü aynı anda aynı yönde hemfikir olduğunda açılır. Hiçbir sistem tek başına işlem tetikleyemez. Beş Kutsal Sistem Pingala Matra-Meru (M.Ö. 2. yüzyıl) Son 34 barlık salınımdan Fibonacci geri çekilme bölgeleri. 0,618 ve 0,786 altın bölgelerine yakın fiyat ALIŞ oyu ver
Risk Hunter EA v4.12 — We Hunt Risk Lock in the lowest price now. This EA was built from real losses, real stress, and real pain in the gold market. Every feature in Risk Hunter exists because the market demanded it. None of it was theoretical. All of it was earned. THIS EA PROMISES NOTHING BUT SURVIVAL. NOT MARTINGALE. NOT GRID. NOT CURVE-FITTED. Risk Hunter does not use martingale position sizing. It does not use grid trading. It does not average down losing positions. Every trade uses a
Velora MT5
Ahmad Aan Isnain Shofwan
The Intelligent Grid EA — A Team of Smart Modules Following the 5-star success of its MT4 predecessor, Velora has been completely rebuilt for MT5 with a fundamental shift in design. Most grid EAs are one engine doing many jobs. Velora is different. Inside Velora, there is a team. Four smart modules, each with one specialty, working together so the system stays adaptive at every stage of a trade — from the moment of entry, to scaling decisions, to the exit. Meet the team: VSE — Velora Smart Entr
Aegis Quant Pro - Institutional Prop Firm Engine Welcome to the World of Quant. One of our flagships —   Aegis Quant Pro , is the institutional-grade core of the quantitative infrastructure. Our Mission: Capturing alpha while protecting your downside with absolute precision. First of all, we are being brutally honest here first (no sugar-coated words): A Note on Backtesting Aegis Quant Pro is optimized for live market conditions. Backtest results will vary significantly depending on your brok
" Silicon Ex ": Your Reliable Assistant in the World of Forex Silicon Ex is a modern trading bot, specially created for traders in the Forex market. This innovative tool serves as a reliable partner for those who strive for efficient and automated trading. Key Features of "Silicon Ex": Reliability and Stability: Created using advanced technologies that ensure stable and reliable operation in the market. Intelligent Risk Management: Built-in money management system (Money Management) allows you
High Frequency Trader for Gold & BTC (M1) Description: This Expert Advisor is designed for high-frequency trading on Gold (XAUUSD) and Bitcoin (BTCUSD) on the 1-minute timeframe. It uses a combination of technical indicators, price action, and market conditions to identify trading opportunities and execute trades quickly. Key Features: - Multi-indicator trading strategy - Fast trade execution - Adaptive risk management - Multi-timeframe confirmation - Optimized for volatile markets like Gold
Ksm mt5
Andriy Sydoruk
5 (1)
Ksm: Smart Solution for Automated Forex Trading Ksm is a tool designed for automating Forex trading, using modern methods of time-series data analysis to work with multiple currency pairs across different timeframes. Key Features and Benefits Multi-currency support : Ksm enables trading across multiple currency pairs, helping traders adapt their strategies to various market conditions. New currency pairs can be easily added. Time-series data analysis : Utilizing advanced algorithms, Ksm analyze
Night Hunter Pro MT5
Valeriia Mishchenko
3.92 (37)
EA has a live track record with many months of stable trading with  low drawdown: All Pairs 9 Pairs Night Hunter Pro is the advanced scalping system which utilizes smart entry/exit algorithms with sophisticated filtering methods to identify only the safest entry points during calm periods of the market. This system is focused on a long-term stable growth. It is a professional tool developed by me years ago that is constantly updated, incorporating all the latest innovations in the trading area.
Golden Lion Emperor Apex – Zirve hesap büyümesi için tasarlanmış yüksek ayarlı stratejiler kokteyli Golden Lion Emperor Apex , yüksek ayarlı stratejilerden oluşan güçlü bir kokteyli tek, uyumlu bir ticaret çözümünde harmanlayan sofistike bir algoritmik motordur. Özellikle M5 zaman diliminde XAUUSD için tasarlanan bu sistem, hassasiyet, hız ve her şeyden önce "Apex" (zirve) hesap büyümesi talep eden tüccarlar için tasarlanmıştır. Apex motorunun tam momentumunu açığa çıkarmak için sistem yerel ço
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Fortune
Andriy Sydoruk
3 (2)
Advisor (Fortune): Your Reliable Tool for High-Frequency Forex Trading The Fortune advisor is designed to be used on any timeframe, any currency pair, and on any broker's server. Its unique trading system makes it a versatile tool for traders. For optimal performance, it is recommended to trade liquid forex pairs, maintain a low spread, and use a VPS. You can start with a $100 deposit and a lot size of 0.01. Key Features and Benefits High-Frequency Trading : Utilizes two trading options: with v
ForexTrendMT4
Andriy Sydoruk
5 (1)
ForexTrendMT4 Indicator: A Reliable Tool for Market Tracking The ForexTrendMT4 indicator offers reliable market trend tracking, filtering out sudden fluctuations and market noise. This tool helps identify trends and signals favorable entry points into the market using arrows. It is suitable for both scalping on shorter timeframes and long-term trading strategies. Based on the principles of technical analysis, ForexTrendMT4 takes into account the cyclical nature of the market. Key Features and A
Agile
Andriy Sydoruk
This is a professional Expert Advisor, which implements the strategy of trading using the Divergents and DivergentsPoint indicators, as wells as filters of the global trend on higher periods. Analyzing the indicators, the system enters the market with a limited martingale and the ability to open up to 8 orders in one direction. Each series of orders has mandatory TakeProfit and StopLoss levels. Also, a trailing stop based on the SAR indicator is activated for a series in breakeven. The robot aut
Divergents
Andriy Sydoruk
Indicator of divergences. It can help you identify the flat and trend areas. It can be applied as a trading filter. It has only one parameter - Period . The indicator does not show entry points, but only visualizes the information. Keep in mind that the approach to trading should be comprehensive, additional information is required for entering the market. Parameters Period - period of the indicator.
Trend indicator based on the price divergence. It can help you in finding the entry points during the analysis. It can be applied as a trading filter. It has two parameters: Period and Level . The Level parameter allows filtering out unnecessary signals. For example, the Level parameter can be set to 0.0001 for EURUSD. The indicator can work both as an entry point generator and as a filter. The indicator clearly visualizes the information. Keep in mind that the approach to trading should be comp
RaptorF4
Andriy Sydoruk
2.6 (5)
The Expert Advisor system works with ticks. Works with a deposit of $100! The elementary unit of analysis for an internal algorithm is a tick. Classical scalping trading method. The robot works well on any historic period with any currency pair. The key value is spread, with default settings can work with the spread up to 10. If the spread is greater than 10, you should use other parameter values. Testing was performed with the spread up to 10 on all ticks. Testing using open prices makes no sen
Carousel
Andriy Sydoruk
Carousel expert system compensates drawdowns. The main indicator is Divergents . The EA allows working in one direction (for example, sell order series), while another direction (for example, buy order series) is in drawdown (compensation mode). If series in both directions operate in normal mode, the system does not switch to compensation mode. If a drawdown is detected in one of the directions, the EA goes into the compensation mode and starts compensating the loss-making series by the profita
Versatile
Andriy Sydoruk
Versatile expert system follows the principle "stay in the market for as long as possible". The main indicators are Moving Average and Relative Strength Index. The EA supports working in two directions simultaneously both following a trend and against it depending on the settings. A limited number of orders LimitOrders is used for operation. The EA correctly handles errors and reliably works with a deposit 1000 USD and higher. M5 and higher timeframes are supported. The EA has very flexible sett
IdeaClassic
Andriy Sydoruk
Экспертная система IdeaClassic создана для спокойной торговли на рынке. Основная ее задача - работа с одни ордером без увеличения лота с обязательными стопами, причем стоп-лосс и тейк-профит должны быть одного порядка. Также есть возможность использовать трейлинг-стоп. Для формирования входного сигнала используется индикатор IdeaTrend . Для анализа данного индикатора используется функция, которая может анализировать данные индикатора комплексно. Анализируется до десяти последних сигналов от инди
IdeaIlan
Andriy Sydoruk
5 (1)
IdeaIlan expert system applies IdeaTrend indicator. The EA applies the martingale principle. The EA allows trading in two directions simultaneously. It also has a full set of tools allowing the EA to follow a trend and add to a position if the trend moves in unfavorable direction. The EA correctly handles errors and reliably works with a deposit of 10 000 USD and higher. M5 and higher timeframes are supported. Stop levels and trailing stop are applied. Parameters Magic - magic number; Requotes
PowerFlash
Andriy Sydoruk
PowerFlash - Советник реализует известную торговую стратегию на основе сетки. Это автоматическая торговая система. Вся работа автоматизирована. Бот использует минимум настроек.  Бот работает следующим образом. Выставляется, одновременно, сетка отложенных ордеров в обе стороны от текущей цены на дистанции, указанной пользователем. Размер сетки регулируется от 1 до 100. После чего, куда бы ни пошел рынок, отложенные ордера будут переходить в рыночные. Если рыночные ордера зайдут в общий профит, то
SpatialJump
Andriy Sydoruk
A unique expert system that works as without optimization, with the same settings (although it can be optimized if desired, especially for some brokers). You can test as you like, all ticks, control points, opening prices. The figure has an example. The potential result when testing an average of 100-500% over 3 years. It is recommended to make a multi-currency, if you choose a balanced combination, you can get results up to 500-1000% per annum with potential testing. Verified by EURUSD. The bot
Prophet
Andriy Sydoruk
Prophet is a trend indicator. Shows the direction of turning points. Can be used with an optimal risk-to-profit ratio. The arrows indicate favorable moments and directions for entering the market. Uses one parameter for setting (adjust from 1 to 3). The probability of a successful trend is very high. In the course of work, the take-profit is much larger than the stop-loss! Works on all currency pairs and on all timeframes.
Trendes
Andriy Sydoruk
The Trendes indicator works on all currency pairs and on all timeframes. The arrows indicate favorable moments and directions for entering the market. The probability of a successful trend is very high. Trendes can be used for both small pits and long-term trading. The indicator determines the entry points according to the methods described in the book "How to play and win on the stock exchange". Options LengthA  - The number of bars for calculating the first function; LengthB - The number of b
Martingal
Andriy Sydoruk
The indicator Martingal works on all currency pairs and on all timeframes. The arrows indicate the optimal input points for the future Martingale averaging, even with a zero exponent. The indicator shows the signal to close the series only if all the previous signals can be closed in the profit. After closing the series in profit, you must immediately open the order in the direction of the signal. Thus, the signal for closing is simultaneously the point of reverse opening to the other side of th
Spin
Andriy Sydoruk
If you do not yet have your trading strategy, you can take advantage of our ready-made trading strategy, which is most effective! The trend indicator Spin is created on the basis of price divergence. Will help in finding the entry points for analysis. Can be used as a filter in the trade. Has one Length parameter. The indicator can work for both entry points and filters. The indicator reflects information in a visual form. Do not forget that the approach to trading should be comprehensive, to en
Variator
Andriy Sydoruk
Intelligent algorithm indicator Variator with accuracy generates input signals and output levels. If the average price is blue, you should look for entry points to open long positions when the market is not overbought, and if the average price is red, you should look for entry points to open short positions when the market is not oversold. The rules can be summarized as follows. You should buy during an uptrend when the price reaches the average or oversold, and sell during a downtrend when the
Prognosticator
Andriy Sydoruk
This indicator shows not just a line of the price balance, but also forecasts it for the specified number of bars ahead. That is, the level of the probable balance of the price reflects on the chart in the future. The level of balancing is set by the Balance parameter, that is, it can be drawn at any level. Forecasting the future with the Shift parameter. The indicator reflects information in a visual form. Do not forget that the approach to trading should be comprehensive, to enter the market r
The algorithm of the Tic Tac Toe indicator differs from the usual indicators on the price charts in that it completely ignores the flow of time and reflects only changes in the price. Instead of displaying the time intervals on the X axis, and the price value on the Y axis, the Tic Tac Toe indicator displays price changes on both axes. The indicator displays in red if prices rise by a certain base value (TicTacToe) and blue if prices fall on the same value. If prices fell / rose by less than a c
FiboZag
Andriy Sydoruk
Indicator FiboZag - transfer the indicator to the chart and the Fibonacci levels will be built automatically on the last ZigZag turn. The main advantage lies in the correct construction of Fibonacci levels and markup of price levels. Simple, visual and effective use. The indicator is not redrawn and does not lag. Works on all currency pairs and on all timeframes.
TrendCloud
Andriy Sydoruk
Realization of trend movement indication with points for potential stops in the TrendCloud indicator. It can be easily used as an independent trading system. You can interpret this: the location of the course above or below the shadows show the presence of a trend. The transition to the shadow warns of a possible reversal. Entering the price inside the shadow speaks in a flat motion. The indicator tracks the market trend with unsurpassed reliability, ignoring sharp market fluctuations and noises
Doonchian
Andriy Sydoruk
The Doonchian channel consists of two channel displays. Channel lines are determined by a simple and reliable algorithm. The channel is preferably used for trading inside the channel. The indicator does not redraw and does not lag; simple algorithms are the basis of the work. It works on all currency pairs and on all timeframes. As always a warning, we must not forget that the approach must be comprehensive, the indicator signals require additional information to enter the market.
VictoryCPM
Andriy Sydoruk
The VictoryCPM (Currency Power Meter) indicator will show the strength of currency pairs. The indicator is created for those traders who prefer to trade several currency pairs at once. This tool is able to display on the trading chart data on the current strength of various currencies. The foreign exchange market has a dynamic structure, which is why different currencies affect each other. For this reason, in order to identify the optimal point for creating an order, it is necessary to familiari
Progressive
Andriy Sydoruk
The  Progressive  Expert System works using sharp tick movements. Works with a deposit of $ 100! The classic method of trading scalping. It is also worth noting that with the allowable spread level, the bot goes through any historical period on any currency pair. There is no point in testing at opening prices, either checkpoints or all tics. It is possible to work on accounts with a floating spread, entry into the market will occur only when the spread is lower than the level specified in the se
Element33
Andriy Sydoruk
Экспертная система Element33 работает, на любых типах счетов. Работает как в 4-х так и с 5-значными котировками. Спрэд и реквоты не критичны, подойдет любой брокер. Экспертная система разбивает историю на 4 квартала, для оптимизации рекомендовано три года на периоде H1 или H4. Оптимизацию можно проводить по ценах открытия, результаты мало отличаются от тестирования по реальным тикам, поскольку бот работает по ценам открытия. Оптимизировать достаточно один раз в месяц! Для получения более хороших
FiboPoint
Andriy Sydoruk
A trend indicator that shows the direction of pivot points. It can be used with an optimal risk to reward ratio. The probability of a success trend is very high. The indicator uses arrows to show favorable time to enter the market and market entry directions. Uses only one adjustable parameter (a value from 1 to 3). Take profit is much larger than stop loss! The indicator works on all currency pairs and time frames.
WiseBW
Andriy Sydoruk
The  WiseBW  indicator simplifies decision making by recognizing turns using the built-in algorithm, and then confirms signals at support / resistance levels. Thus, the indicator tracks the market trend with unsurpassed reliability, ignoring sharp market fluctuations and noise around the average price. The indicator can be used both for pipsing at small periods, and for long-term trading. Options: updown  - offset pips for indentation of icons; back  - how many bars to take into account; CountBa
TrendCross
Andriy Sydoruk
The indicator bounds the price according to a cyclic wave dependency using moving averages. Thus, all the crossing points, in which the movement is changed considering the indicator period, are the optimal ones. The crossing points can be used as the potential market reversal points. However, do not forget about the complex approach: the indicator signals require additional data to enter the market.
ComplexPulse - pulse indicator or signal. Sensitive and responsive to price movements. The indicator shows the interdependence of various currency pairs, namely: USD, EUR, GBP, CHF, JPY. Currencies are measured in relative units, so in each unit of time the sum of all currencies will be equal to zero. Hence, one of the main elements of cluster indicators is the zero line, or the balance line (zero line). If a currency is below the balance line, then it is said that the currency is oversold rela
Индикатор RegressionXP рассчитывает два типа регрессии и вычисляет среднеквадратичную девиацию цены на данном диапазоне. Важна прямая золотая линия (регрессия первой степени), показывающая направление и состояние текущего тренда на выбранном таймфрейме. Чем больше угол с горизонталью, тем сильнее тренд. Таким образом, мы имеем возможность делать выводы относительно состояния валютной пары по текущему расположению цены относительно линии регрессии. На расстоянии от золотой линии проходят параллел
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